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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Humanities Solutions for pan-European Numismatic and Archaeological Heritage Based on Linked Open Data</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Eljas Oksanen</string-name>
          <email>eljas.oksanen@helsinki.fi</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Heikki Rantala</string-name>
          <email>heikki.rantala@aalto.fi</email>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Jouni Tuominen</string-name>
          <email>jouni.tuominen@helsinki.fi</email>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Michael Lewis</string-name>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>David Wigg-Wolf</string-name>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Frida Ehrnsten</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Eero Hyvönen</string-name>
          <email>eero.hyvonen@aalto.fi</email>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department of Cultures, University of Helsinki</institution>
          ,
          <country country="FI">Finland</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>HELDIG - Helsinki Centre for Digital Humanities, University of Helsinki</institution>
          ,
          <country country="FI">Finland</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>HSSH - Helsinki Institute for Social Sciences and Humanities, University of Helsinki</institution>
          ,
          <country country="FI">Finland</country>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>National Museum of Finland</institution>
          ,
          <addr-line>Finnish Heritage Agency</addr-line>
          ,
          <country country="FI">Finland</country>
        </aff>
        <aff id="aff4">
          <label>4</label>
          <institution>Portable Antiquities Scheme</institution>
          ,
          <addr-line>British Museum, England</addr-line>
        </aff>
        <aff id="aff5">
          <label>5</label>
          <institution>Römisch-Germanische Kommission des Deutschen Archäologischen Instituts</institution>
          ,
          <country country="DE">Germany</country>
        </aff>
        <aff id="aff6">
          <label>6</label>
          <institution>Semantic Computing Research Group (SeCo), Aalto University and University of Helsinki</institution>
          ,
          <country country="FI">Finland</country>
        </aff>
      </contrib-group>
      <fpage>352</fpage>
      <lpage>360</lpage>
      <abstract>
        <p>This paper discusses current challenges in archaeological cultural heritage data management and presents the interdisciplinary research project DigiNUMA. The project investigates solutions in data harmonisation and dissemination of pan-European cultural heritage through an interdisciplinary and cross-sectoral project in Digital Humanities, semantic computing, participatory heritage, museum collections management and archaeological/numismatic studies. Using Finnish and English numismatic data as a test case, DigiNUMA creates ontological infrastructure and a proof-of-concept data model for finely-grained Linked Open Data (LOD) harmonisation across national and international databases for cultural heritage data, and tests it through a broad suite of Digital Humanities analyses.</p>
      </abstract>
      <kwd-group>
        <kwd>Heritage</kwd>
        <kwd>Linked Open Data</kwd>
        <kwd>archaeological and numismatic cultural heritage</kwd>
        <kwd>data harmonisation</kwd>
        <kwd>museum</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>CEUR
Workshop
Proceedings
by the public, specifically the growing number of archaeological finds recovered by
metaldetectorists and other public finders in European countries; (b) The pan-European need to
develop an internationally operable and harmonised LOD infrastructure for using cultural
heritage data from diferent countries in research; (c) Increasing the accessibility (democratisation)
of cultural heritage data among diferent audiences, including outside the archaeological and
scientific community.</p>
      <p>
        In response to these needs DigiNUMA proposes: (a) To produce new ontological
infrastructure for recording public finds data in Finland, with specific reference to international cultural
heritage data harmonisation; (b) To test and interpret the data through Digital Humanities
analyses; (c) To develop a proof-of-concept pilot for a data and public access heritage service
demonstrator CoinSampo (RahaSampo in Finnish), based on the Sampo model [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ], with built-in
apps for creating data analysis and visualisations, as a model for disseminating archaeological
cultural heritage data within an international context. The project collaborates with other
pan-European LOD data harmonisation projects, especially ARIADNEplus2 (all archaeological
data [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]) and nomisma.org3 (specifically numismatic data [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]), and ties in well with the aims and
objectives of the European Public Finds Recording Network (EPFRN).4 The larger research
context the project engages in is therefore the study of the potential ofered by data harmonisation
strategies in developing digital heritage services.
      </p>
    </sec>
    <sec id="sec-2">
      <title>2. Project Background</title>
      <p>
        As outlined above, DigiNUMA responds to a set of new large-scale needs in cultural heritage
management, research and dissemination. The previous decade has witnessed a proliferation in
the number of archaeological finds being made by the public across Europe, mainly through
hobby metal-detecting. This is especially so in several north-west European countries where
this activity is permitted (with restrictions), but also in places where it is prohibited. Because of
this, public finds recording schemes have been established, or are being developed, in many
countries including Finland (FindSampo5), England and Wales (the Portable Antiquities Scheme
at the British Museum, PAS6), Denmark (Digitale Metaldetektorfund, DIME7), the Netherlands
(Portable Antiquities of the Netherlands, PAN8), Belgium (MEDEA9), as well as Estonia and the
Czech Republic [
        <xref ref-type="bibr" rid="ref4 ref5 ref6 ref7 ref8">4, 5, 6, 7, 8</xref>
        ]. Besides reaching out to the public to record the finds they make,
which in some cases is mandatory,10 these Schemes inform the public of the laws and guidelines
related to metal-detecting and other public searching11 (especially encouraging responsible
2https://ariadne-infrastructure.eu
3http://nomisma.org
4https://www2.helsinki.fi/en/networks/european-public-finds-recording-network
5https://loytosampo.fi/fi/
6https://finds.org.uk
7https://www.metaldetektorfund.dk
8https://portable-antiquities.nl
9https://vondsten.be
10According to Finnish law all finds older than 100 years must be reported: Antiquities Act 295/1963 https:
//www.finlex.fi/fi/laki/ajantasa/1963/19630295#a295-1963
      </p>
      <p>
        11See for England and Wales: https://finds.org.uk/documents/file/Code-2017.pdf and for Finland https://www.
museovirasto.fi/uploads/Arkisto-ja-kokoelmapalvelut/Julkaisut/muinaisjaannokset-ja-metallinetsin-2017.pdf
behaviour), and assist law enforcement in response to illegal metal-detecting, damage to historic
monuments, and the failure to report certain categories of finds [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ].
      </p>
      <p>
        This public finds data is of great value to archaeology (e.g. [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]). Crucially, by maintaining
online platforms that present key data about these finds (archaeological descriptions, weights
and measurements, images, findspot information, etc) these public finds recording schemes,
and other heritage institutions managing finds records, have created a significant and growing
reservoir of cultural heritage data that can be equally used by professionals as well as by
members of the public (including detectorists) interested in archaeology. For responsible
metaldetectorists – in particular those who have a serious or avocational relationship with the activity
and might be described as ‘citizen science archaeologists’ – these digital services play a central
role in advancing the democratisation of archaeological science [
        <xref ref-type="bibr" rid="ref11 ref12">11, 12</xref>
        ]. Indeed, it is clear that
the public have a thirst for archaeological knowledge and it is important that archaeologists –
especially in the context of public funding – quench that thirst.
      </p>
      <p>The specific data service models, however, have invariably been unique to each country
or even inter-regionally,12 and with limited interoperability. The processes of recording are
often linked to specific institutional contexts and are not internationally uniform. Diferent
databases possess diferent field structures and field contents, and exact matches between
archaeological object terms arising from diferent scholarly traditions may be dificult to reach.
The exploitation of frequently underused legacy archaeological collections and dataset resources
is further hindered by the requirement to master complex specialist statistical software for
conducting analysis. This highlights a need for new research into a digital infrastructure
that enables sharing of cultural heritage data, facilitating its management among heritage
professionals and making it available to wider and more diverse audiences.</p>
      <p>DigiNUMA will contribute to advancing social good by exploring pathways to make digitised
archaeological heritage more accessible to multiple communities. The diverse user-audiences
DigiNUMA will serve include heritage professionals and management, amateur numismatists,
academic scholars, metal-detectorists and other public finders. The model heritage data service
demonstrator can equally be used for educational purposes in schools and universities. This
project thereby aims to contribute to the broader conversation about how recent digital
transformations have afected knowledge creation and exchanges between actors and stake-holders
in the field of cultural heritage, with a particular emphasis on coin finds.</p>
    </sec>
    <sec id="sec-3">
      <title>3. Data</title>
      <p>
        The material studied by DigiNUMA is located in a broader context of small archaeological
metalwork finds – such as coins, dress accessories and domestic items – and the participatory
heritage activity by which they have been largely recovered. Legal conditions and professional
attitudes towards the metal-detecting hobby vary across Europe [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. But, notwithstanding many
issues related to resourcing, challenges in dealing with the increasing numbers of reported finds
and safeguarding vulnerable archaeology [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ], there is increasing attention paid to the added
value of a permissive approach in terms of scientific knowledge, cultural heritage management
12See Historic Environment Records in England https://historicengland.org.uk/advice/technical-advice/
information-management/hers
and the societal impact of public participation. In those countries where finds recording
schemes exist there has been an unprecedented increase in ‘big data’ and public engagement
with archaeology [
        <xref ref-type="bibr" rid="ref13 ref14 ref5">5, 13, 14</xref>
        ]. The longest running of the European public finds schemes, the
PAS, contains over 1 million records containing over 1,6 million items reported in England and
Wales since 1997 [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. In Finland the absolute numbers are smaller but their relative growth
since metal-detecting became popular in the mid-2010s is significant; between 2000–2010 there
were some 400 finds made by the public recorded to the Muinaiskalupäiväkirja, 13 the diarization
system of the FHA’s archaeological collections; the Ilppari14 public finds reporting service of
the FHA received reports of over 14,000 new finds or finds collections between its launch in
February 2019 and November 2020.
      </p>
      <p>
        To study the management and transnational dissemination of this data, DigiNUMA is
developing an infrastructure for transnational cultural heritage data based on ontologies extracted
from the classifications and typologies used to describe archaeological artefacts. As a case study,
the project targets coin finds obtained from Finnish and English digital archives, because: (a)
Coins are by far the most numerous object-type reported by the members of the public to the
national finds reporting schemes (e.g., [
        <xref ref-type="bibr" rid="ref15 ref16">15, 16</xref>
        ]); (b) Coins are of great interest to most metal
detectorists and other finders as easily recognisable historical objects, which in significant part
accounts for this positive bias [
        <xref ref-type="bibr" rid="ref16 ref17">17, 16</xref>
        ] (c) There is a strong basis in numismatic scholarship for
new data exploration and ontological work (e.g. in England [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ] and in Finland [
        <xref ref-type="bibr" rid="ref19 ref20">19, 20</xref>
        ]), as well
as the ontological foundation provided in Finland by MAO/TAO15 and internationally through
nomisma.org); (d) The data is often precise in terms of its dating and place of manufacture,
making it suitable for Digital Humanities analysis; (e) Coins move around across borders, recording
and reflecting historical exchanges that are relevant to wider European audiences.
      </p>
      <p>DigiNUMA will draw upon a considerable amount of existing but understudied numismatic
data maintained by the Finnish National Museum Coin Cabinet and the FHA, much of which has
never been analysed by Digital Humanities methods. The most important Finnish databases are
the Coin Cabinet’s database of over 8300 metal-detected single coin finds from the Iron Age to
the Early Modern Period, and the database of numismatic objects from the FHA’s MuseumPlus
collections management system including the Coin Cabinet’s collection of Viking Age coins
(mostly from hoards). The Viking Age collections contain approximately 4000 German and 1000
Anglo-Saxon (early English) coins, and 2000 Islamic dirhams minted from the eight century
onwards. Internationally, DigiNUMA will employ English early medieval coin data from the
PAS at the British Museum (c. 6000 coins).</p>
      <p>
        Coins from AD c. 800 – c. 1150 (the Viking Age in north-western Europe, or in Finland the
Late Iron Age) will be targeted for specific assessment, as many of these coin types and their
later imitations are encountered in a broad geographic area spanning from England through
the Baltic region to Finland, and further to eastern Europe and western Asia, enhancing the
relevance of the research results within an international context. In Iron Age Finland, as in
many other parts of northern Europe, coins were used as bullion and valued by their weight (in
silver) rather than denomination. Consequently the coins used came in many types. During the
13https://www.kyppi.fi/palveluikkuna/kmloyto
14https://www.kyppi.fi/palveluikkuna/ilmoitus/edit/asp/enk_default.aspx
15https://finto.fi/maotao/en
Viking Age coin circulation was indeed particularly international, creating socio-economic links
between countries in Europe and beyond. This underlines the necessity to bring numismatic data
together from transnational sources to better appreciate world-historical large-scale patterns in
economic growth, travel and monetisation [
        <xref ref-type="bibr" rid="ref21">21</xref>
        ].
      </p>
      <p>
        These perspectives can be naturally extended to all archaeological data, and as has been
demonstrated, metal-detected finds enable new levels in understanding material culture difusion
internationally in early medieval northern Europe [
        <xref ref-type="bibr" rid="ref22">22</xref>
        ]. Furthermore, the interconnected nature
of the Viking Age makes it an excellent testing ground for studies of connectivity, based on novel
LOD applications [
        <xref ref-type="bibr" rid="ref23">23</xref>
        ]. Using the large and complex data from the British Museum alongside the
Finnish material assures that the created data service model can be applied across nation-states.
      </p>
    </sec>
    <sec id="sec-4">
      <title>4. CoinSampo Application and Data Service</title>
      <p>
        Finnish institutions have been early adopters in making cultural heritage data services available
online. Principal among these is the FHA, which has historic environment data for over 50,000
archaeological monuments.16 The online finds reporting service Ilppari, launched in 2019,
specifically targets the needs of archaeological citizen science. The Academy of Finland funded
consortium project ‘Finnish Archaeological Finds Recording Linked Open Database’ (SuALT,
2017–2021) developed a framework for data sharing with the metal-detected finds data collected
by the FHA, and was launched as a public online database and portal FindSampo17 (Löytösampo)
in late 2021 [
        <xref ref-type="bibr" rid="ref24 ref25">24, 25</xref>
        ].
      </p>
      <p>
        Technologically, DigiNUMA is based on this tested pre-existing data service model. Over
more than ten years the Aalto University Semantic Computing Research Group has developed
the ‘Sampo’ model and series of LOD services and semantic portals [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. FindSampo is one of the
most recent examples, but other Sampo portals such as CultureSampo, Booksampo, WarSampo,
and BiographySampo have had in total millions of end users on the Web.18 CoinSampo will
build upon and expand this existing framework and experience. The data service will be based
on an RDF19 triple store that can be freely queried using the SPARQL20 query language. This
service can be directly used for researching the data. The portal will be a single page web
application based on the Sampo model and Sampo-UI21 framework [
        <xref ref-type="bibr" rid="ref26">26</xref>
        ], and using the data
service through SPARQL queries.
      </p>
      <p>The portal will also ofer an easy way to download the data in CSV format, and tools for
searching, browsing, and data analysis. The data analysis tools aim to be easy to use so that they
would not only be accessible to professional researchers, but also to hobbyists. As an example
using sample data by the FHA, Fig. 1 shows how a user wishing to investigate Finnish Late
Iron Age coin (Finnish: raha) finds distributions can use a faceted search to filter out finds of
interest and then compute and visualize a kernel density surface analysis – or a ‘heat map’ – of
ifndspots. This immediately reveals the high concentration of early finds in the south-western
16https://www.kyppi.fi/palveluikkuna/mjreki
17The portal online: https://findsampo.fi; project homepage: https://seco.cs.aalto.fi/projects/sualt/
18https://seco.cs.aalto.fi/applications/sampo
19https://www.w3.org/RDF
20https://www.w3.org/TR/rdf-sparql-query
21https://seco.cs.aalto.fi/tools/sampo-ui
province of Häme, reflecting known historical settlement patterns. A further investigation
using the statistical tools in the Pie/Bar Chart app shows that over 99 percent of the coins are
made of silver, which is in line with the bullion economy of the period.</p>
      <p>
        Though subject to future work, the integration of the Finnish numismatic data into the
international numismatic LOD cloud can be efectuated through the nomisma.org paradigm.
The required ontology and concepts are currently being developed at a European level by the
nomisma.org Medieval Working Group and the DARIAH-EU Digital Numismatics Working
Group, in both of which DigiNUMA is involved. This will also facilitate integration of coin
ifnd data into the ARIADNEplus portal, the pipeline for which is currently being updated in
close cooperation with nomisma.org. Not limited to data from a single numismatic collection,
DigiNUMA also aims to develop the CoinSampo application so that any dataset conforming to the
nomisma.org model (including several that are already freely available online at nomisma.org)
could be disseminated, investigated and analysed using it [
        <xref ref-type="bibr" rid="ref27">27</xref>
        ].
      </p>
    </sec>
    <sec id="sec-5">
      <title>5. Discussion</title>
      <p>
        The core mission of the DigiNUMA project is to research the possibilities for fine-grained
national and transnational interoperability for archaeological and historical data arriving from
disparate institutional sources, and making it available for broad audiences. Despite promising
developments in digital cultural heritage, the demand for operational infrastructure to combine
databases nationally and internationally has not yet been met. Its need is widely recognised:
ARIADNEplus is presently developing a data alignment methodology for combining diverse
national archaeological databases, but given how data is recorded it will necessarily operate at
the topmost coarse-grained classification level (e.g. records are identified only by broad type
category such as a “coin”, a “brooch”, or a “sword”). Alignment of low-level classifications
(sub-types, etc) remains a significant problem [
        <xref ref-type="bibr" rid="ref28">28</xref>
        ], not least as items may be classified diferently
in a variety of national and cultural contexts. In order to enable full interoperability of legacy
datasets, a data model that identifies, captures and encodes critical facets of information must
be developed. Hence our the focus is on coin data, where general parameters of defining items
are less diverse than among most object types.
      </p>
      <p>The comparison between the Finnish and English coin datasets will represent a new direction
in the use of semantic web technologies and Digital Humanities approaches in analysis and
in national collections management. It explores and enhances possibilities created by mass
digitisation, such as the recent pilot project to digitise and photograph the Finnish Coin Cabinet
collection of early medieval English coins in 2021; the digitisation of the collections is an ongoing
long-term concern for the FHA. DigiNUMA aims to inform these eforts, desired long-term goals
of which include the linking of the collections management systems used by the authorities to
open platforms such as CoinSampo and the recently launched FindSampo.</p>
      <p>
        LOD and semantic research will facilitate collections management in providing linked
up-todate data on the coins, the typological definitions of which are seldom absolute and might change
through new finds. Combining data on coin finds in the Baltic Sea region, or indeed Northern
Europe, would greatly facilitate new wide-ranging work of similarities and diferences in the
spread of coin types. Through its data-driven approach DigiNUMA will facilitate new research
on coin production and circulation at a large historical scale among societies and regions of
very diferent levels of development of a monetised and bullion economy; the application of
such methods are now opening new potential in, for example, understanding travel networks
or long-term economic change at diferent geographic scales [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ].
      </p>
      <p>
        Furthermore, it is recognised that illegal trade in archaeological artefacts is an international
problem, and that illegal metal-detecting contributes to it [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ] [
        <xref ref-type="bibr" rid="ref29">29</xref>
        ]. It is dificult to monitor this
trafic, especially when objects (e.g. coins) are sold across borders on websites such as eBay.com.
Digital solutions to support schemes in tackling the problem, such as the partnership between
eBay and the PAS,22 are required. The model for heritage data service developed by this project
can be used in the future to identify and provenance illicit artefacts by creating a vast, freely
accessible and easily operable reference catalogue including object imagery for professionals
involved in heritage crime law enforcement, thereby helping to protect material culture from
black market operators.
      </p>
      <p>
        Finally, and importantly, DigiNUMA responds to the pressure to open up new possibilities in
the fields of archaeology and citizen science participation in cultural heritage and extending
the possibilities for learning and researching archaeology to broader international audiences.
The mass of new data that has emerged in the recent years, and continues to emerge owing
to metal-detecting, has set new requirements for public accessible heritage platforms and
tools. Definitions of coin typologies found in old museum catalogues are often outdated and
might derive from publications made in the nineteenth century, and here citizen science-led
information provided by amateurs (especially avocational detectorists) can also be of great help,
as the small number of museum professionals working at collections seldom have the resources
to extensively examine all the available material. The societal implications of engaging with
a citizen science-led approach reach beyond scientific knowledge acquisition: for example,
among many practitioners metal-detecting ties into local identities in the countryside with
associated benefits related to community and individual well-being [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ], including mental
well-being during the COVID-19 pandemic (e.g. BBC report 02.01.202123). More broadly, access
22https://finds.org.uk/treasure/advice/schemeandebay
23https://www.bbc.com/news/av/uk-wales-55506661
to cultural heritage is enshrined in the Faro Convention24 as a human right; arguably, this can
be interpreted within a cross-national context. By building public accessible infrastructure that
embraces historical material culture not just as a national phenomenon but as transnational
heritage, these participatory and international approaches to cultural heritage counter narratives
empowering exclusion and discrimination.
24https://www.coe.int/en/web/culture-and-heritage/faro-convention
      </p>
    </sec>
  </body>
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